{"title":"基于条件GAN的无小区大规模MIMO信道估计","authors":"Jingru Wang, Dianjun Chen, Xuebin Sun","doi":"10.1145/3548608.3559282","DOIUrl":null,"url":null,"abstract":"Channel estimation is a crucial step in communication, and its result will directly affect communication effects and efficiency, especially for cell-free massive MIMO. Cell-free massive MIMO makes channel estimation more frequent, and sending a large number of pilots greatly increases resource consumption. At the same time, the scale of base station antennas is also increasing day by day. Traditional channel estimation algorithms cannot guarantee the estimation effect when the number of pilots is small. This paper proposes a method for channel estimation using the conditional generation network after denoising the pilots using the N2V algorithm. The simulation results show that there is still a good channel estimation effect when the number of pilots is small and the antenna scale is large.","PeriodicalId":201434,"journal":{"name":"Proceedings of the 2022 2nd International Conference on Control and Intelligent Robotics","volume":"49 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2022-06-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":"{\"title\":\"Channel Estimation for Cell-Free Massive MIMO Using Conditional GAN\",\"authors\":\"Jingru Wang, Dianjun Chen, Xuebin Sun\",\"doi\":\"10.1145/3548608.3559282\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Channel estimation is a crucial step in communication, and its result will directly affect communication effects and efficiency, especially for cell-free massive MIMO. Cell-free massive MIMO makes channel estimation more frequent, and sending a large number of pilots greatly increases resource consumption. At the same time, the scale of base station antennas is also increasing day by day. Traditional channel estimation algorithms cannot guarantee the estimation effect when the number of pilots is small. This paper proposes a method for channel estimation using the conditional generation network after denoising the pilots using the N2V algorithm. The simulation results show that there is still a good channel estimation effect when the number of pilots is small and the antenna scale is large.\",\"PeriodicalId\":201434,\"journal\":{\"name\":\"Proceedings of the 2022 2nd International Conference on Control and Intelligent Robotics\",\"volume\":\"49 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2022-06-24\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"1\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Proceedings of the 2022 2nd International Conference on Control and Intelligent Robotics\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1145/3548608.3559282\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings of the 2022 2nd International Conference on Control and Intelligent Robotics","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1145/3548608.3559282","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Channel Estimation for Cell-Free Massive MIMO Using Conditional GAN
Channel estimation is a crucial step in communication, and its result will directly affect communication effects and efficiency, especially for cell-free massive MIMO. Cell-free massive MIMO makes channel estimation more frequent, and sending a large number of pilots greatly increases resource consumption. At the same time, the scale of base station antennas is also increasing day by day. Traditional channel estimation algorithms cannot guarantee the estimation effect when the number of pilots is small. This paper proposes a method for channel estimation using the conditional generation network after denoising the pilots using the N2V algorithm. The simulation results show that there is still a good channel estimation effect when the number of pilots is small and the antenna scale is large.